diff --git a/.deepsource.toml b/.deepsource.toml
deleted file mode 100644
index 4f240cc9a643..000000000000
--- a/.deepsource.toml
+++ /dev/null
@@ -1,33 +0,0 @@
-version = 1
-exclude_patterns = [
-  "docs/docs/javascripts/**",      # Docs: Helpers
-  "docs/ci/**",                    # Docs: CI
-  "InvenTree/InvenTree/static/**", # Backend: CUI static files
-  "ci/**",                         # Backend: CI
-  "InvenTree/**/migrations/*.py",  # Backend: Migration files
-  "src/frontend/src/locales/**",   # Frontend: Translations
-]
-test_patterns = ["**/test_*.py", "**/test.py", "**/tests.py"]
-
-
-[[analyzers]]
-name = "shell"
-
-[[analyzers]]
-name = "javascript"
-
-[analyzers.meta]
-plugins = ["react"]
-
-[[analyzers]]
-name = "python"
-
-[analyzers.meta]
-runtime_version = "3.x.x"
-
-[[analyzers]]
-name = "docker"
-
-[[analyzers]]
-name = "test-coverage"
-enabled = false
diff --git a/.sonarcloud.properties b/.sonarcloud.properties
new file mode 100644
index 000000000000..faad1980aca6
--- /dev/null
+++ b/.sonarcloud.properties
@@ -0,0 +1,19 @@
+# Path to sources
+sonar.sources=["InvenTree", "src", "docs"]
+sonar.exclusions=[
+  "docs/docs/javascripts/**",      # Docs: Helpers
+  "docs/ci/**",                    # Docs: CI
+  "InvenTree/InvenTree/static/**", # Backend: CUI static files
+  "ci/**",                         # Backend: CI
+  "InvenTree/**/migrations/*.py",  # Backend: Migration files
+  "src/frontend/src/locales/**",   # Frontend: Translations
+]
+
+# Path to tests
+sonar.tests=["**/test_*.py", "**/test.py", "**/tests.py"]
+#sonar.test.exclusions=
+#sonar.test.inclusions=
+
+# Source encoding
+sonar.sourceEncoding=UTF-8
+sonar.python.version=3.9
diff --git a/README.md b/README.md
index 4f3786e266c4..e0a020263856 100644
--- a/README.md
+++ b/README.md
@@ -11,7 +11,7 @@
 [![OpenSSF Best Practices](https://bestpractices.coreinfrastructure.org/projects/7179/badge)](https://bestpractices.coreinfrastructure.org/projects/7179)
 [![OpenSSF Scorecard](https://api.securityscorecards.dev/projects/github.com/inventree/InvenTree/badge)](https://securityscorecards.dev/viewer/?uri=github.com/inventree/InvenTree)
 [![Netlify Status](https://api.netlify.com/api/v1/badges/9bbb2101-0a4d-41e7-ad56-b63fb6053094/deploy-status)](https://app.netlify.com/sites/inventree/deploys)
-[![DeepSource](https://app.deepsource.com/gh/inventree/InvenTree.svg/?label=active+issues&show_trend=false&token=trZWqixKLk2t-RXtpSIAslVJ)](https://app.deepsource.com/gh/inventree/InvenTree/)
+[![Maintainability Rating](https://sonarcloud.io/api/project_badges/measure?project=inventree_InvenTree&metric=sqale_rating)](https://sonarcloud.io/summary/new_code?id=inventree_InvenTree)
 
 [![Coveralls](https://img.shields.io/coveralls/github/inventree/InvenTree)](https://coveralls.io/github/inventree/InvenTree)
 [![Crowdin](https://badges.crowdin.net/inventree/localized.svg)](https://crowdin.com/project/inventree)